Commit be1e3346 authored by Vipin Thomas's avatar Vipin Thomas
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final change2

parent e6d14a2b
%% Cell type:markdown id: tags:
 
# Resizing images using Software-only (PS) and Hardware accelerated (PL)
In this notebook we are introducing two methods for resizing multiple cat images to thumbnails (64 * 64)px:
hardware accelerated (PL) and software-only (PS) respectively.
 
contents:
- [Importing libraries for PS and PL](#Importing-libraries-for-PS-and-PL)
- [Applying resizer overlay](#Applying-resizer-overlay)
- [Downloading Cat images](#Downloading-Cat-images)
- [dma and resizer objects](#dma-and-resizer-objects)
- [Functions for PL resizing](#Functions-for-PL-resizing)
- [Function for PS resizing](#Function-for-PS-resizing)
- [Resizing with PL](#Resizing-with-PL)
- [Resizing with PS](#Resizing-with-PS)
- [Runtime for PL and PS](#Runtime-for-PL-and-PS)
- [Time comparison](#Time-comparison)
- [Collage](#Collage)
 
 
%% Cell type:markdown id: tags:
 
## Importing libraries for PS and PL
 
1. **PIL** library to load and resize the image
2. **numpy** to store the pixel array of the image
3. **matplotlib** to show the image in the notebook
4. **requests** to call a GET request to download cat Images
5. **bs4** to scrap images
 
 
- requests need to be installed : pip3 install requests
- bs4 need to be installed : pip3 install bs4
 
%% Cell type:code id: tags:
 
``` python
from PIL import Image
import PIL
import numpy as np
import time
import matplotlib.pyplot as plt
%matplotlib inline
from pynq import Overlay, allocate
import re
import requests
from bs4 import BeautifulSoup
```
 
%%%% Output: display_data
 
 
%%%% Output: display_data
 
 
%% Cell type:markdown id: tags:
 
## Applying resizer overlay
 
Here we populate the the Programmable Logic with the resize IP, the DMA engine, and a few other components.
 
%% Cell type:code id: tags:
 
``` python
resize_design = Overlay("resizer.bit")
```
 
%% Cell type:markdown id: tags:
 
## Downloading Cat images
Downloading 50 different cat images from "https://newevolutiondesigns.com" using web-scraping and saving them into
folder cats/**name**.jpg
 
%% Cell type:code id: tags:
 
``` python
url = "https://newevolutiondesigns.com/50-free-hd-cat-wallpapers"
headers = {'User-Agent': "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/77.0.3865.90 Safari/537.36"}
response = requests.request("GET", url, headers=headers)
data = BeautifulSoup(response.text, 'html.parser')# find all with the image tag
images = data.find_all('img', src=True)
 
# select src tag
image_src = [x['src'] for x in images]# select only jp format images
image_src = [x for x in image_src if x.endswith('.jpg')]
image_count = 1
 
for image in image_src:
 
with open('cats/'+str(image_count)+'.jpg', 'wb') as f:
res = requests.get("https://newevolutiondesigns.com/"+image)
f.write(res.content)
 
image_count = image_count+1
 
print("Downloading finished!")
```
 
%%%% Output: stream
 
Downloading finished!
 
%% Cell type:markdown id: tags:
 
## dma and resizer objects
creating DMA and resizer objects, and defining two lists ( one for PL method and one for PS) which will hold the time each image takes and later be used to display these values on a plot
 
%% Cell type:code id: tags:
 
``` python
dma = resize_design.axi_dma_0
resizer = resize_design.resize_accel_0
 
pl_exec_times = []
ps_exec_times = []
```
 
%% Cell type:markdown id: tags:
 
## Functions for PL resizing
** 1-
fpga_resize function, accepts two parameters ( image_in : PIL Image, Image_out_size: tuple(Width, Height)).It is used to:**
 
- calculate the old width and height for the image
- allocating in_buffer and out_buffer
- setting up resizer and DMA IPs using MMIO interface before we stream image data to them
- calculating execution time for each Image
- pushing data from input buffer through the pipeline to the output buffer
- returns the resized Image
 
%% Cell type:code id: tags:
 
``` python
def fpga_resize(image_in, image_out_size):
 
global exepl_time, end_time, start_time
 
 
old_width, old_height = image_in.size
new_width, new_height = image_out_size
 
in_buffer = allocate(shape=(old_height, old_width, 3),
dtype=np.uint8, cacheable=1)
out_buffer = allocate(shape=(new_height, new_width, 3),
dtype=np.uint8, cacheable=1)
 
 
 
in_buffer[:] = np.array(image_in)
 
resizer.write(0x10, old_height)
resizer.write(0x18, old_width)
resizer.write(0x20, new_height)
resizer.write(0x28, new_width)
 
start_time = time.time()
 
dma.sendchannel.transfer(in_buffer)
dma.recvchannel.transfer(out_buffer)
resizer.write(0x00,0x81) # start
dma.sendchannel.wait()
dma.recvchannel.wait()
 
resized_img = Image.fromarray(out_buffer)
 
end_time = time.time()
exepl_time = exepl_time + (end_time - start_time)
 
pl_exec_times.append(end_time - start_time)
in_buffer.freebuffer()
out_buffer.freebuffer()
 
return resized_img
```
 
%% Cell type:markdown id: tags:
 
** 2- fpga_resize_images : Reading the images into byte array and calling hardware accelerated resize function**
- Parameters : Image paths - list of cat image paths
- Return : Resized Image list
 
%% Cell type:code id: tags:
 
``` python
def fpga_resize_images(image_paths):
img_list=[]
for image in image_paths:
original_image = Image.open(image)
img_list.append(fpga_resize(original_image,(64,64)))
return img_list
```
 
%% Cell type:markdown id: tags:
 
 
## Function for PS resizing
**cpu_resize_images : Reading the images into byte array and resizing the images with PIL( Software only )**
 
Parameters : Image paths - list of cat image paths
 
Return : Resized Image list
 
It does the following:
 
- calculate the old width and height for the image
- resizing the image using software-only(PS) method.
- calculating execution time for each Image
- returns the resized Image list
 
%% Cell type:code id: tags:
 
``` python
def cpu_resize_images(image_paths):
imgcpu_list = []
global execpu_time,end_time,start_time
for _ in image_paths:
original_image = Image.open(_)
old_width, old_height = original_image.size
 
new_width = 64
new_height = 64
 
start_time = time.time()
resized_image = original_image.resize((new_width, new_height), Image.BILINEAR)
end_time = time.time()
execpu_time = execpu_time + (end_time - start_time)
 
imgcpu_list.append(resized_image)
ps_exec_times.append(end_time - start_time)
 
return imgcpu_list
```
 
%% Cell type:markdown id: tags:
 
List of cat image paths to be passed for PS and PL resizing functions
 
%% Cell type:code id: tags:
 
``` python
image_paths = !ls cats/*jpg
```
 
%% Cell type:markdown id: tags:
 
## Resizing with PL
 
** Calling the Hardware accelerated resizing function and storing the output to
img_list**
 
exepl_time: execution time variable for Hardware accelerated method
 
%% Cell type:code id: tags:
 
``` python
exepl_time = 0
img_list = fpga_resize_images(image_paths)
```
 
%% Cell type:markdown id: tags:
 
## Resizing with PS
 
** Calling the software-only resizing function and saving the output to
imgcpu_list**
 
execpu_time: execution time variable for software only method
 
%% Cell type:code id: tags:
 
``` python
execpu_time=0
imgcpu_list=cpu_resize_images(image_paths)
```
 
%% Cell type:markdown id: tags:
 
## Runtime for PL and PS
 
%% Cell type:markdown id: tags:
 
**Execution time for Hardware accelerated Image resizing from 800x450 px to 64x64 px **
 
%% Cell type:code id: tags:
 
``` python
print("Using PL, it took {:.3f}".format(exepl_time), "Seconds")
```
 
%%%% Output: stream
 
Using PL, it took 0.503 Seconds
 
%% Cell type:markdown id: tags:
 
**Execution time for Software-only Image resizing from 800x450 px to 64x64 px **
 
%% Cell type:code id: tags:
 
``` python
print("Using PS, it took {:.3f}".format(execpu_time), "Seconds")
```
 
%%%% Output: stream
 
Using PS, it took 2.400 Seconds
 
%% Cell type:markdown id: tags:
 
## Time comparison
 
** Visualization of time comparison values using bar diagram **
 
- X axis : Resizing methods
- Y axis : Time in seconds
 
%% Cell type:code id: tags:
 
``` python
fig = plt.figure()
ax = fig.add_axes([0,0,1,1])
method = ['PS', 'PL']
timing = [execpu_time, exepl_time]
ax.bar(method,timing)
plt.title('Time comparaison between PS and PL for all images')
plt.ylabel('Time in seconds')
 
plt.show()
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%% Cell type:code id: tags:
 
``` python
plt.close() #closing the plot
```
 
%% Cell type:markdown id: tags:
 
** Visualization of time comparison of individual images using Line diagrams **
 
- X axis : Images
- Y axis : Time per images in ms
 
%% Cell type:code id: tags:
 
``` python
x1 = [i for i in range(len(image_paths))]
y1 = pl_exec_times
 
# plotting the line 1 points
plt.plot(x1, y1, label = "PL")
# line 2 points
x2 = [i for i in range(len(image_paths))]
y2 = ps_exec_times
# plotting the line 2 points
plt.plot(x2, y2, label = "PS")
plt.xlabel('Images')
# Set the y axis label of the current axis.
plt.ylabel('Time')
# Set a title of the current axes.
plt.title('Time comparaison between PS and PL for each image ')
# show a legend on the plot
plt.legend()
# Display a figure.
plt.show()
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:code id: tags:
 
``` python
plt.close() #clsoing the plot
```
 
%% Cell type:markdown id: tags:
 
## Collage
 
** Displaying collage of cat images from the img_list created from PL**
 
%% Cell type:code id: tags:
 
``` python
w,h = img_list[0].size
grid=Image.new('RGB', size=(5*w,7*h))
grid_w,grid_h =grid.size
 
for i, img in enumerate(img_list):
grid.paste(img,box=(i%5*w,i//4*h))
 
grid
```
 
%%%% Output: execute_result
 
![](data:image/png;base64,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)
<PIL.Image.Image image mode=RGB size=320x448 at 0xABF6B130>
 
%% Cell type:markdown id: tags:
 
** Displaying collage of cat images from the imgcpu_list created from PS**
 
%% Cell type:code id: tags:
 
``` python
w,h = imgcpu_list[0].size
grid=Image.new('RGB', size=(5*w,7*h))
grid_w,grid_h =grid.size
 
for i, img in enumerate(imgcpu_list):
grid.paste(img,box=(i%5*w,i//4*h))
 
grid
```
 
%%%% Output: execute_result